From Message QA to Decision Auditing
Message QA
Where Bookbag started
- Reviews outbound messages
- Content-based evaluation
- Tone/compliance/accuracy checks
Decision Auditing
What's new
- Reviews AI-generated decisions
- Evidence-based evaluation
- Policy context + model trace + structured taxonomy
How It Works
Submit Evidence Payload
The AI decision, supporting evidence, policy context, and model trace are submitted as a structured payload.
Evaluate Against Policy
The decision is evaluated against industry-specific regulations, internal policies, and evidence sufficiency thresholds.
Verdict + Audit Trail
A structured verdict is rendered with failure categories, severity ratings, corrections, and an immutable audit record.
14 Industries. One Evaluation Framework.
Every industry has different regulations, evidence types, and failure modes. Bookbag's taxonomy adapts to each while maintaining a consistent evaluation structure.
Government Benefits
Government Operations
Lending & Credit
Insurance Claims
Healthcare Decisions
Legal Compliance
HR & Hiring
Education
Real Estate
Energy & Utilities
Transportation & Logistics
Telecom
Agriculture
Retail & E-commerce
What Makes This Different
Evidence-First Evaluation
Decisions are evaluated against the actual evidence, not just the output text. Policy context and model trace provide the full picture.
Structured Taxonomy
Industry-specific failure categories, business impact ratings, and evidence sufficiency levels create consistent, comparable evaluations.
Compliance-Ready Audit Trails
Every verdict produces an immutable record: who reviewed, when, what policy version, what evidence was considered, and what the determination was.
Training Data Generation
Every correction becomes structured training data. Your AI models improve from real production evaluations, not synthetic benchmarks.
AI models make decisions. Bookbag makes those decisions auditable. We don't replace the AI — we add the evidence-based evaluation layer that regulated industries require. Every decision gets a structured verdict. Every verdict produces an audit trail. Every correction makes the AI smarter.
Ready to audit your AI decisions?
Join the teams shipping safer AI with real-time evaluation, audit trails, and continuous improvement.